{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:00.667805Z",
     "start_time": "2025-01-06T14:18:00.664292Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 导入模块\n",
    "import matplotlib.pyplot as plt"
   ],
   "id": "1072662621ca54f8",
   "outputs": [],
   "execution_count": 483
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "plot()函数：绘制折线图",
   "id": "c169e4a92c2bbad"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "7.1折线图的绘制  \n",
   "id": "197281ac130c6f9c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:00.807846Z",
     "start_time": "2025-01-06T14:18:00.736553Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)  # x轴数据\n",
    "y = [17, 17, 18, 15, 11, 11, 13]  # y轴数据\n",
    "\n",
    "# 传入x和y, 通过plot画折线图\n",
    "plt.plot(x, y)  # 绘制折线图\n",
    "plt.show()  # 显示图形\n"
   ],
   "id": "631e3656e5ce6048",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 484
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "7.2 设置折线图的颜色、透明度、线宽、线型",
   "id": "77508d2dd28596bc"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:00.886873Z",
     "start_time": "2025-01-06T14:18:00.808865Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)  # x轴数据\n",
    "y = [17, 17, 18, 15, 11, 11, 13]  # y轴数据\n",
    "\n",
    "# 传入x和y, 通过plot画折线图\n",
    "# color: 折线颜色，默认为蓝色\n",
    "# alpha: 折线透明度，默认为1.0,范围为0.0-1.0\n",
    "# linewidth: 折线宽度，默认为1.0\n",
    "# linestyle: 折线类型，默认为'-'\n",
    "plt.plot(x, y, color='r', alpha=0.5, linewidth=2, linestyle='--')\n",
    "# 设置折线颜色、透明度、线宽、线型   \n",
    "plt.show()  # 显示图形\n"
   ],
   "id": "d6dc4db68ff6c69a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 485
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:00.964529Z",
     "start_time": "2025-01-06T14:18:00.888880Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.3 折点样式\n",
    "x = range(1, 8)  # x轴数据\n",
    "y1 = [17, 17, 18, 15, 11, 11, 13]  # y轴数据\n",
    "# 折点样式\n",
    "# marker: 折点样式，默认为'o'\n",
    "plt.plot(x, y, marker='o')\n",
    "plt.show()  # 显示图形"
   ],
   "id": "e22cb6a4f430299a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 486
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:01.143970Z",
     "start_time": "2025-01-06T14:18:00.965541Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.4 设置的图片的大小和保存\n",
    "import random\n",
    "\n",
    "x = range(2, 26, 2)\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "# 设置画布\n",
    "# figsize: 画布大小\n",
    "# dpi: 画布分辨率\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.plot(x, y)\n",
    "plt.savefig('t1.png')  # 保存图片\n",
    "plt.savefig('t2.svg')  # 保存矢量图\n"
   ],
   "id": "e3203690127d3e55",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 487
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "7.5 绘制x轴和uy轴的刻度",
   "id": "7f4dd171a879b073"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:01.245755Z",
     "start_time": "2025-01-06T14:18:01.145975Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2, 26, 2)\n",
    "print(x)\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "# 设置画布\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 构造x抽刻度标签\n",
    "x_ticks_label = [f\"{i}:00\" for i in x]\n",
    "plt.xticks(x, x_ticks_label, rotation=45)  # rotation: 旋转角度\n",
    "\n",
    "# 构造y抽刻度标签\n",
    "# y抽的范围为y坐标的最小值到最大值+1\n",
    "y_ticks_label = [f\"{i}℃\" for i in range(min(y), max(y) + 1)]\n",
    "plt.yticks(range(min(y), max(y) + 1), y_ticks_label)\n",
    "print(y_ticks_label)\n",
    "\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "e6edea249affc82b",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "range(2, 26, 2)\n",
      "['15℃', '16℃', '17℃', '18℃', '19℃', '20℃', '21℃', '22℃', '23℃', '24℃', '25℃', '26℃']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 488
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "400f4743848158a8"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:01.557131Z",
     "start_time": "2025-01-06T14:18:01.246767Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 7.6 设置显示中文\n",
    "x = range(0, 120)\n",
    "y = [random.randint(10, 30) for i in x]\n",
    "\n",
    "# 设置画布\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 设置字体\n",
    "from matplotlib.font_manager import FontProperties\n",
    "\n",
    "my_font = FontProperties(fname=r\"C:/Windows/Fonts/simsun.ttc\", size=18)\n",
    "plt.xlabel(\"时间\", rotation=45, fontproperties=my_font)  # x轴标签\n",
    "plt.ylabel(\"次数\", fontproperties=my_font)  # y轴标签\n",
    "plt.title(\"每分钟跳动次数\", fontproperties=my_font, color='red')  # 标题\n",
    "\n",
    "plt.show()"
   ],
   "id": "44b438170f11d64b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 489
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": " 7.7 一图多线",
   "id": "9d7d246961fd2965"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:01.688103Z",
     "start_time": "2025-01-06T14:18:01.559140Z"
    }
   },
   "cell_type": "code",
   "source": [
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range(11, 31)\n",
    "# 设置画布  \n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.plot(x, y1, label='自己', color='blue')\n",
    "plt.plot(x, y2, label='同事', color='red')\n",
    "\n",
    "x_ticks_label = [f\"{i}岁\" for i in x]\n",
    "y_ticks_label = [f\"{i}个\" for i in range(min(min(y1), min(y2)), max(max(y1), max(y2)) + 1)]\n",
    "my_front = FontProperties(fname=r\"C:/Windows/Fonts/simsun.ttc\", size=18)\n",
    "plt.xticks(x, x_ticks_label, rotation=45, fontproperties=my_front)  # x轴标签\n",
    "plt.yticks(range(min(min(y1), min(y2)), max(max(y1), max(y2)) + 1), y_ticks_label, fontproperties=my_front)  # y轴标签\n",
    "\n",
    "# 绘制网格\n",
    "# grid: 是否显示网格线，默认为False\n",
    "# alpha: 网格线透明度，默认为1.0\n",
    "# linestyle: 网格线类型，默认为'-'\n",
    "plt.grid(alpha=0.5, linestyle='--')\n",
    "#legend: 是否显示图例，默认为True\n",
    "# loc: 图例位置，默认为'best'\n",
    "# prop: 图例字体属性\n",
    "plt.legend(prop=my_font, loc='upper left')  # 显示图例\n",
    "plt.show()"
   ],
   "id": "14d268297759cfde",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 490
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "7.8 拓展（一图多个坐标系子图）",
   "id": "3f3770327595c53b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:01.898640Z",
     "start_time": "2025-01-06T14:18:01.689107Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "\n",
    "# arange: 生成等差数列\n",
    "x = np.arange(1, 100)  # 划分子图的x轴数据\n",
    "\n",
    "# subplot: 绘制子图\n",
    "# 需要用两个变量接收，以进行解包\n",
    "# plt.subplots(2, 2) 返回了一个元组，其中\n",
    "# 第一个元素是代表整个图形的 Figure 对象，\n",
    "# 第二个元素是包含子图对象的 NumPy 数组。\n",
    "# 通过进行解包处理，你可以直接将这两个值赋给对应的变量，使得你可以分别访问和操作 Figure 对象和子图对象数组，而无需每次都通过索引访问元组元素。\n",
    "fig, axes = plt.subplots(2, 2)\n",
    "ax1 = axes[0][0]\n",
    "ax2 = axes[0][1]\n",
    "ax3 = axes[1][0]\n",
    "ax4 = axes[1][1]\n",
    "\n",
    "ax1.plot(x, x)\n",
    "ax2.plot(x, x ** 2)\n",
    "ax3.plot(x, -x)\n",
    "ax3.grid(alpha=0.5, linestyle='--', color='r')\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "faee4414584456d4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 491
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:02.111294Z",
     "start_time": "2025-01-06T14:18:01.899664Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1, 100)\n",
    "\n",
    "# figure: 创建画布\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)\n",
    "# add_subplot: 添加子图\n",
    "# 第一个参数表示行数，第二个参数表示列数，第三个参数表示第几个子图，从1开始\n",
    "# 新建子图1\n",
    "ax1 = fig.add_subplot(2, 2, 1)\n",
    "ax1.plot(x, x)\n",
    "ax2 = fig.add_subplot(2, 2, 2)\n",
    "ax2.plot(x, x ** 2)\n",
    "ax3 = fig.add_subplot(2, 2, 3)\n",
    "ax3.plot(x, -x)\n",
    "ax3.grid(alpha=0.5, linestyle='--', color='r')\n",
    "ax4 = fig.add_subplot(2, 2, 4)\n",
    "ax4.plot(x, np.log(x))\n",
    "\n",
    "plt.show()\n"
   ],
   "id": "cc6c4b4a0bdc60aa",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 4 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 492
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "8.绘制散点图\n",
    "scatter()函数：绘制散点图"
   ],
   "id": "7fc63d7c53d07f64"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:02.249113Z",
     "start_time": "2025-01-06T14:18:02.113317Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 32)\n",
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "\n",
    "# 设置画布\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# scatter: 绘制散点图\n",
    "plt.scatter(x, y, marker='o', s=100, alpha=0.5, color='blue', label='散点图')\n",
    "\n",
    "# 调整x轴的刻度\n",
    "my_font = FontProperties(fname=r\"C:/Windows/Fonts/simsun.ttc\", size=18)\n",
    "x_ticks_label = [f\"3月{i}日\" for i in x]\n",
    "plt.xticks(x[::3], x_ticks_label[::3], rotation=45, fontproperties=my_font)  # x轴标签\n",
    "plt.xlabel(\"日期\", fontproperties=my_font, rotation=45)  # x轴标签\n",
    "plt.ylabel(\"温度\", fontproperties=my_font)  # y轴标签\n",
    "plt.grid(alpha=0.5)  # 网格线\n",
    "\n",
    "plt.legend(prop=my_font, loc='upper left')  # 显示图例\n",
    "plt.show()"
   ],
   "id": "5c4ed75738543aba",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 493
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "9.绘制条形图\n",
    "bar()函数：绘制条形图"
   ],
   "id": "ff1db3e7db72c7f1"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:02.353127Z",
     "start_time": "2025-01-06T14:18:02.251123Z"
    }
   },
   "cell_type": "code",
   "source": [
    "my_font = FontProperties(fname=r\"C:/Windows/Fonts/simsun.ttc\", size=18)\n",
    "\n",
    "a = ['流浪地球', '疯狂的外星人', '飞驰人生', '大黄蜂', '熊出没·原始时代', '新喜剧之王']\n",
    "b = [38.13, 19.85, 14.89, 11.36, 6.47, 5.93]\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=80)  # 设置画布\n",
    "\n",
    "# 绘制条形图的方法\n",
    "rects = plt.bar(range(len(a)), b, width=0.3, color='blue', label='票房')  # 绘制条形图\n",
    "plt.xticks(range(len(a)), a, fontproperties=my_font, rotation=45)  # 设置x轴标签\n",
    "\n",
    "for rect in rects:  # 给每个条形图添加数值标签\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height + 0.5, \"%.2f\" % height, ha='center', va='bottom',\n",
    "             fontproperties=my_font)\n",
    "\n",
    "plt.show()  # 显示图形"
   ],
   "id": "bde5f2a0c874519",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 494
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "10.直方图",
   "id": "cd799b16b603bf93"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:02.637077Z",
     "start_time": "2025-01-06T14:18:02.354130Z"
    }
   },
   "cell_type": "code",
   "source": [
    "time = [131, 98, 125, 131, 124, 139, 131, 117, 128, 108, 135, 138, 131, 102, 107, 114,\n",
    "        119, 128, 121, 142, 127, 130, 124, 101, 110, 116, 117, 110, 128, 128, 115, 99,\n",
    "        136, 126, 134, 95, 138, 117, 111, 78, 132, 124, 113, 150, 110, 117, 86, 95, 144,\n",
    "        105, 126, 130, 126, 130, 126, 116, 123, 106, 112, 138, 123, 86, 101, 99, 136, 123,\n",
    "        117, 119, 105, 137, 123, 128, 125, 104, 109, 134, 125, 127, 105, 120, 107, 129, 116,\n",
    "        108, 132, 103, 136, 118, 102, 120, 114, 105, 115, 132, 145, 119, 121, 112, 139, 125,\n",
    "        138, 109, 132, 134, 156, 106, 117, 127, 144, 139, 139, 119, 140, 83, 110, 102, 123,\n",
    "        107, 143, 115, 136, 118, 139, 123, 112, 118, 125, 109, 119, 133, 112, 114, 122, 109,\n",
    "        106, 123, 116, 131, 127, 115, 118, 112, 135, 115, 146, 137, 116, 103, 144, 83, 123,\n",
    "        111, 110, 111, 100, 154, 136, 100, 118, 119, 133, 134, 106, 129, 126, 110, 111, 109,\n",
    "        141, 120, 117, 106, 149, 122, 122, 110, 118, 127, 121, 114, 125, 126, 114, 140, 103,\n",
    "        130, 141, 117, 106, 114, 121, 114, 133, 137, 92, 121, 112, 146, 97, 137, 105, 98,\n",
    "        117, 112, 81, 97, 139, 113, 134, 106, 144, 110, 137, 137, 111, 104, 117, 100, 111,\n",
    "        101, 110, 105, 129, 137, 112, 120, 113, 133, 112, 83, 94, 146, 133, 101, 131, 116,\n",
    "        111, 84, 137, 115, 122, 106, 144, 109, 123, 116, 111, 111, 133, 150]\n",
    "\n",
    "# 创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "print(max(time), min(time))\n",
    "# 设置组距\n",
    "distance = 2\n",
    "# 计算组数\n",
    "group_num = int((max(time) - min(time)) / distance)\n",
    "# 绘制直方图\n",
    "plt.hist(time, bins=group_num, color='blue', alpha=0.5, label='直方图')\n",
    "\n",
    "# 修改x轴、y轴刻度显示\n",
    "plt.xticks(range(min(time), max(time) + 1)[::distance])\n",
    "plt.yticks(range(0, 20, 1))\n",
    "\n",
    "# 添加网格显示\n",
    "plt.grid(alpha=0.5, linestyle='--')\n",
    "\n",
    "# x轴.y轴描述信息\n",
    "plt.xlabel(\"电影时长大小\", fontproperties=my_font)\n",
    "plt.ylabel(\"电影数量\", fontproperties=my_font)\n",
    "\n",
    "plt.show()"
   ],
   "id": "b8b1a7c1261ebada",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "156 78\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 495
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "11.饼图",
   "id": "bc8ffd8cacc6bf74"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-01-06T14:18:02.740626Z",
     "start_time": "2025-01-06T14:18:02.640093Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib\n",
    "\n",
    "label_list = [\"第一部分\", \"第二部分\", \"第三部分\"]  # 各部分的标签\n",
    "size_list = [50, 20, 30]  # 各部分的大小   \n",
    "color=['red', 'green', 'blue']  # 各部分的颜色\n",
    "explode_list = [0, 0.05, 0.1]  # 各部分的突出值\n",
    "\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "matplotlib.rcParams['font.sans-serif'] = ['SimHei']  # 用来正常显示中文标签\n",
    "patches, l_text, p_text = plt.pie(size_list, explode=explode_list, labels=label_list, colors=color, autopct='%3.2f%%', shadow=True, startangle=90)\n",
    "\n",
    "plt.axis('equal')  # 设置横轴和纵轴大小相等，这样饼才是圆的\n",
    "plt.legend(loc='upper left', prop=my_font)  # 显示图例\n",
    "plt.show()"
   ],
   "id": "29a985433bd0b64e",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 496
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
